[HTML][HTML] Machine learning for bankruptcy prediction in the American stock market: dataset and benchmarks

G Lombardo, M Pellegrino, G Adosoglou, S Cagnoni… - Future Internet, 2022 - mdpi.com
Predicting corporate bankruptcy is one of the fundamental tasks in credit risk assessment. In
particular, since the 2007/2008 financial crisis, it has become a priority for most financial …

Machine learning in financial crisis prediction: a survey

WY Lin, YH Hu, CF Tsai - IEEE Transactions on Systems, Man …, 2011 - ieeexplore.ieee.org
For financial institutions, the ability to predict or forecast business failures is crucial, as
incorrect decisions can have direct financial consequences. Bankruptcy prediction and …

[PDF][PDF] Bankruptcy prediction using machine learning and an application to the case of the COVID-19 recession

A Narvekar, D Guha - Data Science in Finance and …, 2021 - pdfs.semanticscholar.org
Bankruptcy prediction is an important problem in finance, since successful predictions would
allow stakeholders to take early actions to limit their economic losses. In recent years many …

Machine learning in bankruptcy prediction–a review

C Clement - Journal of Public Administration, Finance and Law, 2020 - ceeol.com
There is an increasing interest in machine learning for bankruptcy prediction with more and
more researchers contributing to the literature. Although there is a considerable amount of …

Machine learning models and bankruptcy prediction

F Barboza, H Kimura, E Altman - Expert Systems with Applications, 2017 - Elsevier
There has been intensive research from academics and practitioners regarding models for
predicting bankruptcy and default events, for credit risk management. Seminal academic …

[HTML][HTML] Comparative Analysis of Machine Learning Models for Bankruptcy Prediction in the Context of Pakistani Companies

D Máté, H Raza, I Ahmad - Risks, 2023 - mdpi.com
This article presents a comparative analysis of machine learning models for business failure
prediction. Bankruptcy prediction is crucial in assessing financial risks and making informed …

Bankruptcy prediction with low-quality financial information

E da Silva Mattos, D Shasha - Expert Systems with Applications, 2024 - Elsevier
The corporate bankruptcy prediction literature has traditionally relied on data from public,
audited companies. However, the vast majority of firms worldwide are privately-held and …

Data analytic approach for bankruptcy prediction

H Son, C Hyun, D Phan, HJ Hwang - Expert Systems with Applications, 2019 - Elsevier
Bankruptcy prediction problem has been intensively studied over the past decades. From
traditional statistical models to state of the art machine learning models, various predictive …

A meta‐learning framework for bankruptcy prediction

CF Tsai, YF Hsu - Journal of Forecasting, 2013 - Wiley Online Library
The implication of corporate bankruptcy prediction is important to financial institutions when
making lending decisions. In related studies, many bankruptcy prediction models have been …

[PDF][PDF] A survey on machine learning and statistical techniques in bankruptcy prediction

SS Devi, Y Radhika - International Journal of Machine Learning and …, 2018 - ijmlc.org
The bankruptcy prediction model (BPM) is eminently essential for financial institutions to
verify the creditworthiness of companies or management. The inability to accurately predict …